{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b507e30a-c0ea-48a0-ac12-6853515f14f6",
   "metadata": {},
   "outputs": [],
   "source": [
    "from cion.sequencer import *\n",
    "import cion.sequencer\n",
    "import sequencies\n",
    "from sequencies import *\n",
    "from cion.auto_calibration.graph import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b9891ae4-17aa-4d63-bd28-bcf26ef256cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "execfile('cion/auto_calibration/graph.py')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "db13cea8-5537-4a25-8f45-71038c0c3488",
   "metadata": {},
   "outputs": [],
   "source": [
    "g = Graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "95e61a2f-85ca-4724-875c-7340504f94d0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "calibration starts in 2022-07-18 12:34:11\n",
      "Auto calibration succeeds!\n",
      "Current time: 2022-07-18 12:34:11\n",
      "It takes 0 hours 0 minutes 0 seconds in total.\n"
     ]
    }
   ],
   "source": [
    "g.auto_cali_ab_initio()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "659c0da7-9434-4095-b29b-8b279fc52df1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "System check ends. There are 0 nodes to be recalibrated, they are :\n"
     ]
    }
   ],
   "source": [
    "g.system_time_check()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "49a3d857-c176-4fe0-bd7a-4a6ca5e8c878",
   "metadata": {},
   "outputs": [],
   "source": [
    "g.core_check([Detection, SideBandCooling])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "721f2589-06e7-4acb-9a0a-7abb1646c371",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'LoadIon': 1,\n",
       " 'Detection': 1,\n",
       " 'Doppler': 1,\n",
       " 'Pumping': 1,\n",
       " 'EIT': 1,\n",
       " 'ModeFrequency': 0,\n",
       " 'SideBandCooling': -1}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.node_status['ModeFrequency'] = 0\n",
    "g.node_status['SideBandCooling'] = -1\n",
    "g.node_status"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0c1103ab-8efb-4083-8fd1-33247ea92686",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g.draw_graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "3a7b1454-d842-41d0-9d7b-24b9b4aa2772",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g.draw_graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c2aaea5c-079f-43ab-a053-3ef3eb4c8614",
   "metadata": {},
   "outputs": [],
   "source": [
    "g.reset_pos()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "ac905500-4ea1-444b-a837-78e584765785",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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X9litQojyTYIvwBiGweeff84rr7xCcnIyL774IlWqVHHb/fLz89m+fTubN2/GZrPhcDhQVRVVVVEU5bI1GoZRfCyTqqpUrlyZpKQkEhMTvd5aFUIENgm+AJWXl8fkyZOZP38+TzzxBCNGjMBisZTZ9a1WKytXrmTv3r2AM8yuN7AMw0DTNEwmE2azmS5dutCqVavLBqcQQpSGBF+AO3ToEGPHjiU1NZVXXnmFzp07l/qaBw8e5Ouvv6aoqOiKLbvr4WoFVq1aldtuu00m6wghypwEXzlgGAYrVqxg/PjxNGvWjJdeeomaNWuW+DpFRUUsX76cAwcOlKqFdzXntwC7desmrT8hRJmSBezlgKIo9O7dmzVr1tCkSRN69uzJW2+9RWFh4TVfIz8/n1mzZrF//34URXHrOJyiKJjNZgzD4Pvvv+e7776ThfpCiDIjwVeOhISE8NRTT/Htt9+yZ88e/vKXv/DNN99cNVTy8vKYNWsWWVlZZd61eSWue23fvp2vv/5awk8IUSakq7McW7t2LWPHjqV69epMnDiR+vXrX/QYq9XK7Nmzyc7O9tpsS9cs0BYtWtCjRw/p9hRClIq0+Mqxzp07s3LlSrp27Ur//v2ZOHEieXl5xV83DIOvvvqK7OxsVNV7PyqKohS3/Hbv3u21OoQQgUGCr5yzWCw89NBD/PDDD5w9e5bOnTuzaNEiDMNg9+7dHDt2zKPdm5ejKAqGYfDtt99eEM5CCFFS0tUpLrBlyxbGjBlDWFgYSUlJAD61oNzhcFC7dm3uuusur4exEMI/SfCJi2iaxuTJkyksLCQkJMTb5VzANd53yy230LRpU2+XI4TwQ9LVKS6SkZGBrusEBwd7u5SLuLo816xZI7M8hRDXRYJPXGTTpk3ouu6zXYmqqmK1Wjl27Ji3SxFC+CEJPnGBoqIifvvtN6/O4rwaRVHQNI1ffvnF26UIIfyQ7767Ca/YvXs3hmH4dPCBc8LN77//Tm5urrdLEUL4Gd9+dxMet2/fvuKNon2Za22fdHcKIUpKgk9c4NSpUz7f2nNxOBykpqZ6uwwhhJ/xj3c4cV1SUlKoXr06n332WfHnnnrqKdq3b3/Jx+fl5WG324sntcyePZusrKzLXn/16tW88847zJo1i1mzZnHq1Kkyrf9qVFUlJSXFo/cUQvg/s7cLEO7VrFkzli5dysCBA7HZbKSmpl52Qfr1tPY6d+5M8+bNL/q8rutubzmqqsrZs2c9ci8hROCQ4Atw0dHRWCwW0tPT2bhxI927d+ejjz7izJkzjB49GqvVSlhYGFOmTCEjI4Off/6Z3bt3ExMTc8GxRd9//z0pKSlomkbnzp1p0KDBJe83efJkGjRoQHZ2Nrfeeitff/01DocDs9lM//79CQ8PZ+PGjezYsYOYmBgyMjIYPHgwWVlZ7Nixg379+gEwbdo0/va3v1FYWMjSpUspKCgAoG/fvsTGxjJr1izi4uI4c+YMP//8MwsXLiQoKIgPPviAL774gtDQUAYPHozVaqWoqIiHHnoIwzDo1asXX375JWFhYe7/5gshfJIEXzlw2223sWTJEjZs2MDEiRP56KOPmDZtGrfffjuDBg3i008/Zdq0abRv354dO3bw4IMPYrfbmTZtGuA8cd1qtfLAAw9gt9uZMWMGiYmJgPOEh61bt2I2mxk6dCh5eXncdNNNREdH89lnn9GlSxdq1qzJvn37+Omnn7jpppvYtm0bo0aNuuAel7Nu3ToaNWpE06ZNOXnyJN9//z2DBg0CICEhgd69e3PkyBHWrFlDrVq1WLZsGYsXL8ZsNqNpGgUFBQwZMoSHHnqI9evX06pVKwk9Ico5Cb5yoGfPngwePJgKFSpQpUoVAA4dOsSIESMAaNu2LYsXL6ZmzZpUqlQJk8mEyWSiUqVKgLML9OjRo8yaNQtwbmlmtVqBi7s6IyMjiY6OBuD06dN8//33gLPrMzY2lszMTKpUqXLRPS7n9OnTHD16lC1btgBcsKi+WrVqAMTFxZGZmYnVaqVdu3aYzc4fa5PJRGRkJA0aNGDLli0sWLCAkSNHluI7KYQIBBJ85UBISAi33HLLBd2T9erVY9OmTSQkJLBp0ybq1atHjRo1SE9PR9M0HA4H6enpAFSpUoV69erRu3dvwBl8lxsnPH+srUqVKtx0003FAaVpGoWFhZw5c+aie4SGhhavyTt58mTxkooqVapQo0YNGjduXHwNF1cIqqqKYRg0bNiQ2bNnF9fnGvsbNmwY06dPJy0tjRYtWpT+GyqE8GsSfOXEo48+esHHjz/+OE8++STz5s0jNDSUqVOncuTIEZo1a8aMGTOoWLEiFSpUACAxMZGUlJTiFl9UVBQDBgy46j179OjBsmXLsNvtALRs2ZLmzZtf8h5xcXEEBwczc+ZMateuXRygnTp14uuvv2bTpk0YhkFiYiIdO3Ysvsf5i+0bNmxIr1696NevH2FhYQwaNIjBgwdz4403cvDgQYYNG1aq76EQIjDI6Qyi2MGDB1m8eLFH7zl79mz69etXHIAlYRgGuq7zzDPPXHVWZ79+/Zg7dy5RUVHXWakQIlDIHHBRLC4uDl3X/ebUA13XqVix4hVD79SpUwwePJgePXpI6AkhAGnxifMYhsHkyZNxOBx+sS7ObrfTqlUrevXq5e1ShBB+xPff3YTHKIpS3OrzB2azmRo1ani7DCGEn5HgExdo0KCBX7T2XCexx8fHe7sUIYSf8f13OOFRTZs2BfD5cT6Hw0F8fLyM2wkhSkyCT1wgJCSExo0bX7BeztcYhoHZbKZdu3beLkUI4Ydkcou4yKlTp5g9e3bxmXe+RtM0QkJC2LlzJ4mJiQQFBQEUL1aPjY31coVCCF8mwScuad68eaSkpBRv/+UrXGN7Xbp04ZZbbiErK4vg4GDMZjOKorBz505q167t7TKFED5MujrFJfXt2xez2exzMzw1TaN69eq0a9eO1atXExMTA0BBQQFNmza96t6fQgghwScuKSoqiu7duwO+M9FF13XMZjN9+/ZFURSaN2/Oa6+9RkREBNHR0dSpU4cOHTrwzjvvkJ+f7+1yhRA+SoJPXFaLFi2oXr26T7T6XOHbrVu34tMfAEaOHEnv3r0ZOHAgH3/8MZ999hm7du0iKSmJt99+m7y8PG+VLITwUTLGJ64oPz+fWbNmkZeXd9kTGdzNNa7XpEkTbr311osm3Lj27Dy/vv379zN58mTWrl3Lww8/zAMPPEBERISnSxdC+CAJPnFVOTk5zJ49m4KCAo+HnyvUEhMT6d+/f4kX1x84cID//ve/EoBCiGISfOKa5OTk8PHHH5Obm4uqqh5Z5uDqYm3cuDG33nprqXaUkQAUQrhI8IlrVlBQwNKlSzl69CiGYbit9WcYRvFhsp07d6Zdu3ZlFrTnB+BDDz3E8OHDJQCFKGck+ESJGIbBnj17+Oabb4pPcSjL1p+rlVexYkX69evntuUJBw4cYPLkyfz4448SgEKUMxJ84rrk5eWxYsUKDh8+jGEYKIpy3V2RrnE81zVuuukm2rVr55HNsiUAhSh/JPhEqWRnZ7N161a2bt2KpmnFrcCrtQR1XS8+9NZkMhEdHU1SUhKNGzfGYrF48BU4SQAKUX5I8IkyoWkaBw4c4PDhw5w4cYLMzMziMUDXj5grCHVdR1VVqlSpQq1atWjQoAHVqlXziX1BDx48yOTJk1mzZg0PPvggw4cPJzIy0ttlCSHKkASfcAtN00hPTycnJweHw4GmaZjNZiwWCxUrViQ6Otongu5yJACFCFwSfEJcgQSgEIFHgk+Ia+AKwNWrV/Pggw8yYsQICUAh/JQEnxAlcOjQISZPnswPP/wgASiEn5LgE+I6SAAK4b8k+IQoBQlAIfyPBJ8QZUACUAj/IcEnRBk6fPgwkydPZtWqVYwaNYqRI0dKAArhYyT4hHADCUAhfJcEnxBu9OcAHDFiBFFRUd4u65rouo7D4UBRFEwmk0f2ThXCEyT4hPAAXw/A7Oxs0tLSSEtLIyUlhTNnzmC324t31zEMA4vFQuXKlalVqxbVqlWjWrVqREdHe7lyIUpOgk8IDzo/AEeOHMnIkSO9FoCu/VU3bNjAmTNnUFW1OOxc+6yeH3yu57hCUNd1KleuTFJSEomJiW47n1GIsibBJ4QXHD58mClTpvD99997PABtNhsbNmxgy5YtaJpWfOhvSfdOPf/AYLPZzI033khSUhJBQUFuqlyIsiHBJ4QXHTlyhMmTJ3ssAI8dO8bixYuxWq2lOkPxz1xHTIWFhdGvXz/i4+PL5LpCuIMEnxA+wN0BaLPZ+P7779m1axe6rmM2m8vs2udzncfYrFkzunXrJq0/4ZMk+ITwIecH4IgRIxg1alSpAzA3N5ePP/6YnJycqx4QXBYMw8AwDCIjIxk6dKgs4xA+R4JPCB905MgRpkyZwsqVK0sVgFlZWcydO5f8/Hy3tfIux+FwEB4ezrBhw6hQoYJH7y3ElUjwCeHDShOAubm5zJo1yyuh5+JwOIiIiOD+++8nIiLCKzUI8WeyIlUIH1anTh0mT57MkiVLOHbsGB07duStt94iJyfnis9zOBwsWLDAq6EHYDabyc/PZ/78+Wia5rU6hDifBJ8QfsAVgEuXLr2mAFy3bh1ZWVk+sbZOVVWysrJYt26dt0sRApDgE8KvJCQkXBCAHTp04M0337wgAE+ePMmmTZtQFMXtE1muhauGX375hZMnT3q5GiEk+ITwS64A/Prrrzl+/HhxAGZmZrJ48WJ0XfeJ0HNRVRVd11m8eLF0eQqvk8ktQgSA33//nSlTprBv3z46depEUFCQTwUf/LHMoWfPnrRo0cLb5YhyTIJPiABhGAbvvPOO1ye0XImmaVSoUIEHH3zQ54JZlB/S1SlEgEhNTcVqtfrEhJbLUVW1+CQIIbxFgk+IALFp0yafG9v7M0VR0HWdTZs2ebsUUY5J8AkRAFxHDPlya8/FZDKxf/9+dF33diminJLgEyIAnD171meWL1yNq86zZ896uxRRTknwCREATp065e0SSswfaxaBwTenfgkhSiQ1NRWHw4HFYrnua2RlZTF9+nSqVq0KOFtm8fHxxMbGcuTIEbKyssjKysJsNhMREUGtWrXo1q3bdd3L4XCQmppK06ZNr7teIa6XBJ8QAeDEiRNlcqhstWrVuO+++4o/Xr16NQD9+/cv/jg2NpbmzZuX6j6qqnLixIlSXUOI6yVdnUIEAJvN5hfje+crKirydgminJIWnxABwOFwlMl10tLSmDVrFgCRkZHExsaWyXX/TFEU2bpMeI0EnxABoKxae5fr6nQHf2uhisAhXZ1CBACz2Yw/7T5oGIbPbqsmAp/85AkRAKKiosjKyir1dc7v6gRnC9AdDMO45pPkhShrskm1EAFg3bp1rFu3rlTLGTzJ4XDQqVMnbrrpJm+XIsoh6eoUIgBUrVrVb0IPnF2zrvWCQniaBJ8QASAuLg5N0/xinM8wDDRNIy4uztuliHJKgk+IABAREUFoaKhfbPys6zphYWFERER4uxRRTknwCREAFEWhTZs2frFEwFWrEN4iwSdEgHBtI+bL3Z2u2kq75ZkQpSHBJ0SACA8Pp169emW2i4s7aJpG/fr1CQsL83YpohyT4BMigCQlJWEymXyy1WcYBqqq0r59e2+XIso5WcAuRACpXr06TZs2ZefOnT53GrthGFStWpVWrVpRu3ZtatWqRcWKFalRowZPP/20THYRHiML2IUIMEVFRbz33nsUFBT4zLZgDoeD8PBwhg8fTsuWLTl06BDBwcGYTCYqVKjA3r17JfiEx0hXpxABJjg4mH79+qGqqk90ebq6OPv160d4eDiLFy+mYsWKqKpKYWEht9xyCyEhId4uU5QjEnxCBKDatWvTpk0bDMPwavi57t+2bVvi4+MBaNKkCaNHj0ZVVZo0aUJmZia9evXi559/9lqdonyR4BMiwDgcDjZu3Mj06dOJjo72Wvi57nvDDTeQnJx8wdeeffZZunbtykcffcSnn37K3//+d5588kkeeeQROZlduJ2M8QkRIFavXs3MmTP59ttvyc3NpaCggNWrV5OXl8euXbsAUFXP/F/XtYNM8+bN6dmz5zUtrLdarbz77rvMmDGDBx98kMcee4zg4GB3lyrKIQk+IQLE3XffzZIlSwCw2+00atSIHTt2YBgGP/30E+vXr0fXdUwmk9t2eHHtw6mqKh07dqRjx44lvldKSgoTJkxg586dvPTSS/Tq1csvdqQR/kOCT4gAkZWVxQ033MCZM2eIiopiwoQJPPbYY8VfP3nyJIsXLyYnJwdFUco8TFytvKioKPr371/q0xfWrVvH2LFjqVq1KhMnTiQxMbEsyhRCgk+IQFBUVMQjjzxCfn4+Bw8e5MiRI+zbt48qVapc8DiHw8G6devYtGkThmGgKEqpuz91XS++Vtu2bencuXOZrSG02+3Mnj2b//73vwwcOJCnnnpKDrAVpSbBJ4Sfy8/PZ/jw4cTGxjJt2jQyMjL44YcfuPvuuy/7nKysLLZu3cq2bdvQNA1N00rUBerq0jSZTJhMJlq1akWrVq2Ijo4uq5d1gbNnz/Kvf/2LlStX8o9//IPBgwd7bLxSBB4JPiH8WFZWFvfeey8NGzbktddeK3FLy+FwsH//frZs2cKpU6cu+DxQHISutwmLxYKu6yiKQlxcHK1bt6ZBgwYeWyi/fft2xo4di8Ph4JVXXqF169Yeua8ILBJ8Qvip06dPM2TIELp06cK4ceNKPWZnGAbZ2dmcOnWK1NRU8vLysNvtZGdnU6lSJSIiIqhevTpxcXFER0d7bcKJrut8/vnnTJo0ieTkZF588cWLunSFuBIJPiH80PHjxxk8eDCDBg1i9OjRbguhEydOkJCQwNKlS+nVq5db7nG98vLymDx5MvPnz+fxxx9n1KhRWCwWb5cl/IB0kgvhZw4ePMjtt9/OyJEj+fvf/+7WltfkyZPRNI1x48b5xPZn54uIiGDs2LEsWbKEn376ia5du/LDDz94uyzhB6TFJ4Qf2bVrF8OGDeOFF17grrvucuu9MjIyaNy4MRkZGURHRzNnzhxuueUWt96zNFauXMm4ceNITEzk5ZdfJiEhwdslCR8lLT4h/MQvv/zCkCFDePXVV90eegD/93//R2FhIYZhUFhYyD/+8Q80TXP7fa/XzTffzOrVq2nXrh19+vThX//6F/n5+d4uS/ggCT4h/MDq1asZMWIEb7/9NrfeeqtH7pmenk6DBg0IDw+nSZMm1K9fH6vV6pF7X6+goCD++te/smrVKlJTU+ncuTNffPGFz3XTCu+Srk4hfNzSpUt54YUX+PDDD2nbtq3H79+jRw/++9//0rRpU4/fu7Q2bdrEmDFjCAsL45VXXvHL1yDKnrT4hPBhCxYs4J///CcLFizwSuiBsxVls9m8cu/Satu2LcuXL2fQoEHcc889PP/882RkZHi7LOFlEnxC+Kj333+fN954g88++4wbbrjBa3VYLBbsdrvX7l9aJpOJoUOHsnbtWoKCgkhOTuajjz4qXqQvyh8JPiF8jGEYvPnmm8ycOZMvv/ySevXqebUef27xnS86OpqJEyfy6aefsmzZMjn8thyT4BPCh+i6zksvvcSyZcv44osvqFmzprdLCpjgc2nUqBGffPKJHH5bjknwCeEjNE3j6aef5tdff+Xzzz/3mW24/L2r81IURaFv3778+OOPJCYmFk/gKSws9HZpwgMk+ITwATabjUcffZQTJ06wYMECt51ycD0CrcV3vtDQUJ5++mlWrFjBb7/9RnJyMsuXL5flDwFOgk8IL7NarTzwwAM4HA7mzJlDeHi4t0u6QCC2+P6sVq1avP/++7z55pu8/vrr3H333ezfv9/bZQk3keATwotycnIYMmQIlSpV4r333iM4ONjbJV3EYrEEbIvvzzp16sS3335Lz549ueOOOxg/fjw5OTneLkuUMQk+IbwkPT2dgQMHcsMNNzB58mSPnWlXUsHBweUm+MAZ9CNHjmTNmjUUFBTQuXNn5s+fj67r3i5NlBEJPiG8IC0tjQEDBtC9e3deeeUVnz5NvDx0dV5KxYoV+c9//sOcOXOYN28effr0YcuWLd4uS5QB3/3XJkSAOnLkCLfffjtDhgzh+eef99qBrtcqkCe3XIvmzZvz1VdfMWrUKEaNGsWTTz55wWn1wv9I8AkB2NHIxMpJcjlFHtkU4qDsTyLYs2cPd9xxB0888QSPPfZYmV/fHcpri+98iqJw5513snbtWipXrky3bt149913y/33xV/JJtWi3NHR2cZJtnOK9aSwiVSOkoWKggkVAwMdAwWFRGLpQC3aUp3WVCeRitd93y1btjB8+HAmTpxI//79y/AVudebb76Jrus8++yz3i7FZxw+fJjx48dz5MgRJkyYQLdu3bxdkigB3xxNF8INsrAyn11MZSOZWNEwsKNhQSUYEwquLkfn7zoG+znLbs4wlx0YGDSgIqNJ4jYaElyCfz7r1q3jkUceYfLkydx8881ueHXuExwcTHZ2trfL8Cl169Zlzpw5rFy5krFjx8rht35GujpFwEsjl4dZQgOmMZ4fSCcfBbCgEoYFywWh9wcVhSBMhJ97hAmFPZzhcZZRn6m8zGryufrY14oVK3j00Ud5//33/S70QLo6r8R1+G379u3p06cPr776qhx+6wck+ETAMjCYz07a8B6fshsVBTPqZYPuahQUgjGjolCEg2lspDXT+Yljl33OokWLeO6555g7dy4dOnQozcvxmqCgIAm+KwgKCuKxxx5j1apVnDx5ks6dO/P555/L7i8+TIJPBKQ0chnAAp5gOTY0Qs4FVlkxoxKEiTPkczsLeIpvLmr9zZw5k0mTJvHJJ5/QokWLMru3p5WnBeylERcXx9SpU5k+fTrTp0/n9ttvZ9euXd4uS1yCBJ8IODs4SQc+YC1HMaNgceOPeTBmTCjMYTvJfMQp8gCYNm0a06dP54svvqBhw4Zuu78nSPCVTNu2bVm2bBmDBw9m6NChcvitD5LgEwFlEye4hY/JoYhgzNfVpVlSri7UI2TSzZjF81NfYdGiRXz55ZfUrl3b7fd3t/K2c0tZcB1+++OPP8rhtz5Igk8EjF2c4nYWUIidEA9PWHaN/53Qs/m//nl88OU84uLiPFqDu8jklut3/uG3y5cvp2fPnvz000/eLqvck+ATAeEsBfRjPoU4SrTMoKyFmYIw145hZIUVblkA7w0yuaX0GjVqxMKFC3n66af5+9//zsMPPyyH33qRBJ8ICKP55lz3psnbpRCEyh7O8C6bvF1KmZAxvrKhKAp9+vRhzZo1NGjQgB49evDWW2/J4bdeIMEn/N5S9vENB906iaUklHMji5NYywHOerucUpPgK1uuw2+//fZb9u7dS3JyMsuWLZPlDx7kG+8UQlynsxTwV5bBuS3GfIUJFTsaI1js912eMrnFPWrWrMl7773Hm2++yX/+8x/uuusu9u3b5+2yygUJPuHX3uYX8rFh8YEuzj8LxsR+zvINB71dSqnI5Bb36tSpE9999x29e/fmzjvvZNy4cXL4rZtJ8Am/ZcPBDH4t04XpZUlBwY7GNH7xdimlIpNb3M9sNjNixAjWrFlDYWEhnTt3Zt68eWiaf/cW+CoJPuG3vuYARWiYffjHOBgTv5Lm12N9MsbnORUrVuT1119n7ty5LFiwQA6/dRPffccQ4iomswG7j4+fKSjoGLyP/755SfB5XrNmzVi8eDEPPfQQo0aN4oknnpDDb8uQBJ/wS6fJYzenfWL5wtWYUPiU37xdxnUr7yewe4uiKNxxxx2sXbuWqlWrFh9+67W/i6wsWLsWpk2Du++GG26AOnWgRg2Ij4f69eEvf4ExY+CLL+DQIdB179R6FXIQrfBLKznEfXzh7TKuiYGBHZ3f+CtViPB2OSV29uxZkpOTZcNlLzty5AgvvfQSBw8eZOLEiZ45/NZuh+XLYcoU2LYNgoOhsBAMAywWUBTnL8Nw/tI056/QUOfHISHw4IMwfDhUr+7+eq+RBJ/wS//hJ15lLaF+dJbybAZwM/W8XUaJ5eTk0KZNG/bv3+/tUgTw/fffM27cOOrXr+++w28zM+F//4P33nMGnc3mDD2lhBPJHA5nq09RnK3Bp5+GpKSyr7eEpKtT+KWfSUEBtJQsTjd6ncyBs8no+yFZ9y/AcTD9ss8r/GYv2omSnyZu330S24ajxR/njluBfvbaDxwtxMFWTpb4vr5AZnX6lu7du7v38Nvly+HGG+Gtt6CgAFTV2XIraegBmM0QFAQmE6xcCf36wRNPQG5u2dV7HST4hF/azeni2ZyW5tWI+ew+YpeOIPyJTmQ/vAjDduld8Iu+2XddwefYdRL7hj8OnI2c0Au1YniJrrEJ/9yb0TW5RTqHfIfFYin7w28zMuD+++G++5zBFBTkDK6yoKrO7k9VhXnznMH6449lc+3r4D/9REKcpwA7Kgp//mduaV0Tc6PK2Lccp/CznWhHMzHsGpEv9UQJD8L2wyEcu09hqhNLhfcGUvDhLxR+9RtoOqFDWhF6Tyv0bCs5Ty9FzyhAURWi3r2Dgvc2YuQVYVt7mKh3BpDz1y+IensAatVIcp//Gse+M6AbRE7ohaVVDbJHL0Yxq+in8tAzrYTOvJOcSkVe+V6VlslkQlVVNE3DXFZvhKJMuA6/3bx5M2PHji0+/LhZs2Ylu9CuXc7WWE7OH2N37qCqzkDNyICBA+Fvf4OxY913v8uQn2Lhl2xol124rlaPxrb+KKY6sUS9eRvamTyyR35K7FfDCepaj9B7WhHULh7HgTPYfjhEzBf3g26QeftMgm9pSP47PxOUXJewe1sDYOg6YQ+1R0/LJXx05wvuVbRiH9h1YhcPx3E0k5xHPyd22UgAzA2rEPbGbeRPXYd9yV6sw+u695viRq7dWyT4fFObNm34+uuvWbhwIcOGDaNXr148//zzVKxY8epP3rQJbr/dOZYXHOz2WgHnfXQdpk51huCbbzpD0UOkq1P4JdMVdmvRU7Ox/3yUwsW7ybxzFjmPLMLIvbi15dh7Bsf+M2QNnE3W4DkYeTa01Bwce08T1KlO8eOUK/yD1A6dxdK2FgDm2jHoWdbir5mbVwNArRGFkVHgM5toXw8Z5/N9JpOJe+65h7Vr1xISEkJycjIffvjhlQ+/3b7d86HnoqrOsb+5c+GFF5yzQD1E/vsm/FIQZgq5+I3YvvUEjr1nCB3SEnSDsIecM8gMu3Ohu2IxgcO5tsicWAlz06pEfzAIRVEw7BqKxYS5URXsP/+OuU6s87m6jhJkwtAuXpNkqlcR24r9hN7TCsfRTNTokD++eF42G0AolrJ58V5gsVgoKvLPrtryJioqigkTJjB06FD++c9/MnfuXCZMmECnTp0ufOCJE9C/v3dCz8X1n8oPP3SuB3ziCY/cVoJP+KVqRHCQDEyAfUcamQNnYxQ5UGPDiH53AKa6Fckd+w2ZA2cDYG5Rjch/9iC4RyJ5/1mNObESUa/3JahzHTLvmIViUiHETIWZdxH+t5vI+fsSrIt2ophUot4ZgKVtLQo+3ETW3tNETrqluI7gng2wrTxARv+PnGN8r/S+ZL0GBnWJ8cS3xi1ko2r/07BhQxYuXMjy5ct56qmnaNmyJePGjaNmzZrO1tXDDzsnsXgr9FxU1VnPpEnQsyc0auT2W8o6PuGXnmQ5s9hGmJ+0ojQM/ksv7qF58ecKCgqwWCxYLL7/Gjp06MD8+fPds2ZMuF1hYSHvvvsuM2bMYOTIkTweE0PQ8887uxo9PLHksgoLnaG3Zo1zgo0b+e+ggyjX2lODYD/qsFBRiD3u4LPPPuOZZ56hbdu2VK9enbffftvbpV0TafH5t5CQEJ566ilWrFjBqV9/Je+xx5xf8JXQA2fL88AB54QXN/Ofdw4hztOcOJ89jujPdAwc6PxjwCh2bNmGyWQiODiY4OBgGjZs6O3yrok/BZ+BQRq5/MYZ8rBRdG4GcAhmqhPJDVQmxE96CspazZo1eS0kBD00tOzW6JUVRXF2e772mnM9YaVKbruVj71yIa5NQyqhouBAw+TjHRc2NFpSlaVr1jF06FBWrVqFw+EgNzeXxx9/nNatW5OUlESHDh248cYbCQkJufpFPSwoKMinJ7fs5jRfsY+1HGUnpynEgQUVA+d/PBScJ2UoQBEa8UTTlup0pQ630YAIvDzO5Slnz8JXX6EGBXm7kkszmZz7g86dC6NHu+02vv2OIcRlWDBxH81x4Ju7v58vCBOP046wsDAWLVrEE088gcVioXnz5mzbto2HH34Yq9XKq6++StOmTbn99tt57bXX+PHHHykoKPB2+YBvtvhsOPic3+jCh3RlJq+zjo0cx4YD87neAAXn0hf1XOgBBKFynGw+YTdPspxEpvI0K9jH5be6Cxgff+z83YNr5q7LO+84N7t2E5ncIvzWYTJozweYi/8v73sc6IRg5iBPEHReB8u8efPQdZ1hw4Zd8Pj8/Hw2b97M+vXrWb9+Pbt376Zx48bFLcK2bdsSGRnp6ZfBoEGDePLJJy+eEu8FBgaz2MY4fsCGhg2NYEzX/TOgoeNAx4RKW2rwDreS4MczcC9L06BxY+cG1L4+oUrXYc4c6NHDLZeXrk7ht+oSS1uqs57jPntKg47BSFpdEHoA99xzzyUfHx4eTnJyMsnJyQBYrVa2bNnChg0beOedd9i+fTuJiYl06NCBDh060L59e6Kiotz+OnylxXecbB5iCZtJxQAsqISU8u/ehIoJFQOD9aSQxAdMoCujuBE1kDrFNm92Ll/w9dADKCqCmTMl+IS4lGfoyN18hoHhc60+DR0zKiO58bqvERoaSqdOnYpbWkVFRWzdupX169fzwQcf8Nhjj5GQkFAchElJScTElH1rxReCby7beY7vKMRRqhbe5SjnJsA40BnDKj7lNz6kP7WILtP7eM22bc7xM18d3zufxeIMajeR4BN+rRt1uYVEvmY/QT50GruBgQH8ky7ULMM3zuDgYJKSkkg6d6aZ3W5nx44drF+/nrlz5zJ69Ghq1KhRHIJJSUlUrly51Pf15uQWA4OX+IF32YwCpW7hXY35XOtvC6kk8xHLGEojSv899LqffnLruFmZMpkgPd156nuFCmV+eRnjE34vgwJuZDp52Hwm/Apx0Iw4VnG/R2edOhwOdu3axfr169mwYQMbN26kcuXKxS3CDh06ULVq1RJf969//Svdu3fnjjvucEPVl2dg8BzfMZNtxZNUPKkQBxEEsYJ7aezv4dekCZw5c1FXZ4qm0ePsWZpaLBQaBhVVlX9GRFC/DJY7/GyzsaiwkDevtzt+4ULo3PnqjyshafEJvxdLGO/Sh/v5Eh3D6+v7HOhYMDGDfh5famE2m2nZsiUtW7bk0UcfRdM09uzZw4YNG1i6dCljx44lOjq6eLJMhw4dnFtYXYW3NqmexI9eCz1wti7zsXMrH7OK+6njr5NeCgrg5MnLbk/W3GLhk3Nd5Fvsdh7OzmZ5bCxBHlzgrhkGpvPvV1QEO3dK8AlxObfSgPtowWy2F6/Z8gYNHQOYTC/qcw1HwriZyWSiadOmNG3alFGjRqHrOvv372f9+vWsXLmSiRMnEhIScsEYYe3atVH+9IbnOozWk77lIFPZ6LXQcwnGRDaFDOIT1jMKi4/0KpRICc7Za22x0MhsZrvdzvsFBaTrOqqi8EZkJAlmM3dmZtLAZOKQphGiKPwvKopwVaVNejqdg4I46HDQ3mJh7J9mH++x2xmfl4cBxKoqU6KiCFEU2qanc3NQECd0ndnnd2s6HM51h24gwScCxn/oQSZWlrAP8wUrtzxDQ0cHxpN8wZ6cvkRVVRo1akSjRo0YPnw4hmFw6NAh1q9fz48//shrr72GoigXdI3WrVvX48GXhZWHWYqOgdkHZlYGY+Io2fyHn3iRLt4up+QKC0u0PVl1VWWT3U4js5mnIiLYYLMxMS+PGeeCqX1QEP8KCWFKfj7zCgt5MCyM05rGM+HhVFdVhmRlsftPPQQv5ubydnQ0NUwmPigoYL7VyvCwME7rOo+Hh1PDdIn/UOTlleZVX5YEnwgYKirvcRuPY2IRe1C58rl9Zcl+biH9RLryCG09cs+yoCgK9evXp379+tx7770YhsHRo0eL1xFOmTIFm82GxWKhSZMm3HTTTTRo0ADVzQugn2IFuRT5zJitgoKKwWQ2cBsNaUact0sqmRJ2WabqOlsdDp4MDwegjcXC8+dNjGl5bvzvRouFrwsLAaisqsXh1cpi4ZCmUem8n5N9msYTOTkAFBkGnc/NLq163vMucrnPl5IEnwgoZky8Sx9qEsVUNlJYysXNV2NgUIRGCGamcAuDuMEt9/EURVFISEggISGBIUOGAHD8+HGee+45UlJSGDFiBDk5ObRv3764Rdi4ceMyDcLvOMRS9vvcwb0mVApxMJwv2ciDPrtVXlpaGlOmTOGWW26hY8eOztM/QkKci8Kv4e9pq93OXoeDO0JC2GSz0TkoiM12O/XOC6EdDgcJZjPb7HbqngvBdMMgTdOoZjKx3W7n1uBgcs+bO9nIZOLdqCjizl3Hfu5rV4y2c8Fb1iT4RMBRURlLMreSyAgWc4JcTFDm40Su7dKSqMl73FamyxZ8Sc2aNWndujUATz/9NGlpaWzYsIH169cza9Ys0tPTadeuXXEQ3nDDDZhLMSPwFX7EgY7ZB9+egjFxnBxWcYQe1PN2OZeUmZnJ//73P2bNmoWqqnTv3p0Bt97KAE277DFEO+x2BmZmUmQYxKoq70ZHU8tk4onsbAZkZKAAb5w3M3Oz3c5cqxULMD3a+XNfRVV5Kz+fvQ4HbSwWmlks/Hxe9/irUVGMzsnBdR7838LC6HKlswAtFohzT8taljOIgFaEg1f5kf+xuXjGZ2nGjAwM7OjF1/k3N3MvLXxu8XxZmzp1Kvn5+bzwwgsXfe306dNs2LChOAzT0tJo06ZN8WSZ5s2bX/OZg79xmr8w81wb3Te/p1Yc3EQtljLU26UAoGkaaWlpHDlyhCNHjrBv3z7eeOMNDMNA0zQMwyA+Pp7fY2Lg+PFS79xyZ2Ymb0dFUe1P3ZAd09P5uaxPVPjiC2jfvmyvibT4RIALxszLdOMh2vARW3mfXynCgQ0NC+q5KTBXfoM1MNDOBV4QJuKI4EnacxdNicb3TlJwhytNbqlSpQr9+vWjX79+AGRkZBSH4PPPP8+xY8do1apVcYuwVatWBF1m95D/sdlnW3suIZjYyAl+J9Nje3pqmkZqaiq///47hw8fvuD3Y8eOERsbS506dYp/VahQAavVSnBwMI899hhjxoyBxx+HI0f8Y8sywwCbDZo2dcvlpcUnyhU7Gss4wEdsZSsnKcCOBRXruekprgg0ADMKwZgpQqMSYSRRkwe5kZuI99nWiLvMmDGDw4cPM2nSpBI/Nzs7m19++aV4wszBgwdp0aJFcYuwdevWhISEkEsR9ZkKGD47fuZShMajtOEVupfZNV3h5mq5nf8rJSWF2NhY6tatS0JCwgUhV7t2bUJDQy+41s0330xqaiqzZs2ibdtzk60++gief973zuG7FLvd2c25a5dbLi/BJ8q1U+Sxg1Ns5yTpFJCPHRMK4VioThQtiKMZceWmZXc5c+bMYefOnbz++uulvlZubi6bNm0q3l1mz549NG3alCqD27F4sAmT2Tdmcl6JHY2aRLOVR0r0PE3TOHHixAUttj+H2/mh5gq6hISEEp3TePz4cWJiYgg/f3LIjh3OTZ9V1bdOXr8UqxUGD4bp091yeT+IfiHcJ44IehDhsxMVfEVZ7twSGRlJt27d6NatGwAFBQVs3ryZ1+0/YjV0InxkCcOVmFE5RjaF2C86zd0Vbue32FxBl5KSQqVKlYqDLSEhgaSkpOsKtyu55G48zZpBjRpw7Jhvb1RtGM76hg932y0k+IQQV+XOBexhYWF06dKFqaRh5shFX9dSssh5egkxn9xbqvtoaTnkPP4FMYvuJ+/NNZgSYgi98/o2GlBQsOgqc7auwLzjzEUtt0qVKl3QLdmhQ4fibsmyCreSF63Ak0/Cc8955/7Xym6HmjXdMqnFRYJPCHFVnti5ZRsnfWKXlmtltRXy/obFdD0WS0JCAh07diQhIcG74XY1d97pHOdzLW3wRSaTM6Dd2B0rwSeEuKrg4GC3Bp8djbNYCbmGbk7Daif7ycXo6fkoqkLkG30xJ8SS+8pKHNtS0XMKCb2vNWHDWqPn28h5ZBFGkQNTvUvvnWr9+Fes87YCEHpva0Lvbol14TaKvtkHqoJ2OIPIf99KUPv4C58YYqbrXwfzGu45LNUtIiJg2DDnIa++GHyu8wIHDnTrbfznv1dCCK9x90G0VuzXtLQEwDr3V8yNKhP7+f2EP5NM3sSVAEQ81YWYz+4jdukICv63HsOuUfjxr1ja1SLmk3uxtK110bX0s/kUfLiJmC8fIObLByh4fyP62fzir1eYMZjI//Sh4IONFz1XAQrw7MbdZWLsWIiMdC4X8CWG4Wzlvf66sz43kuATQlyVu4PPtSnAtXAcOkvQuRCztKmJdtC5g3/BrM1k9P+IzLs/Rj9bgH42H8fhDCytajgfe2ONi66lHc3E3LgKisWEYjFhblwF7VgWAObm1QAw1YjGyLRe9FwFKMRPDnY9X4UK8N57ztmdvjSpv6gIkpLgnnvcfisJPiHEVbn7BHbLuVPPr4W5XkVsm1IAsG8+jqleRfRsK4ULtxPz+f3EzB+KGhkMBpjqxGDfngqAY1vqRdcyxcfg2HMaw65h2DUce05jiq8AcOHRTJcICAP3nwbvNj16wG23ObsWfYHd7txP9P/+zyNLLfz0b00I4UlmsxmHw4HD4cBkMl10Xl9phWJBw8DAuGR3p2PXSTIHzwFAiQgGVSFjwExQFKLe6IsSFYKpQWUyb5+JuX4llBjngu7QoTeS/fAibGsOY25U5aLrqpXCCb2/NZn9ZwIQNqItasVr2xjZACLwg11QLufNN2HDhiseUOsRrlMfpk2D6tU9cktZwC6EKGYYBhkZGZw6dYoTJ05w/Phx0tPTsdvtFBUVERYWhmEYhISEUKVKFeLj46lWrRpVq1a9cLH0dUhkKtkU+s3MTgc6b9CT+2jp7VKuX0oKdO0KmZneCT9Nc54aMXEiPFKyzQBKQ4JPCIHNZmPPnj1s3LiR7OxsFEXB4XCgqmrxkUOuVp5hGBiGga47T6cwm83ouk58fDzt2rUjISHhulqEd/Mp33LIb7oPDeAbhtGCqt4upXSOHIHevSE93Tmj0lO7ujgczi7kcePgb3/zzD3PkeATohzLz8/np59+YufOncVhpqpqiYPLMAwcDgdms5nQ0FCSkpJo2bIlphJMmZ/GBl5iDcF+sHOLgYENnTSeJshPgvqKUlOhf3/4/XfnpBd3LnUwDOdEFosF3noLhnr+lAsJPiHKIcMw2Lt3L9988w02m+2Cll1pr6vrOoqiEBMTQ//+/alcufI1PfdHfuduPit1DZ5gR6M2FdjMw94upezYbM6lBFOnOltjwcFl3/rTNGfwNWwIM2ZAgwZle/1rJMEnRDmTn5/P8uXLOXLkCIZhlKhVdq1cZ8GpqkrHjh1JSkq66n3ysVGfqejoPn86gw2Nv9Ge8fzF26WUvR07nPtkHj/uDMCy6P50OJyhZzbDmDHw2GNePSVCgk+IcuTMmTPMmzePoqKi6+rSLCnXOGC1atUYNGgQwVeZQPE0K5jJVoJ9uPvQwMCBwVYepibR3i7HPex2+PJLmDwZDhxwBpfFUrIuUNeZemaz87nDh8OoUVC7truqvmYSfEKUE2lpacyfP794SYKnuLo/K1WqxD333HPFfSz3k04nPvTxE9jtdKUOn3O3t0vxjB074H//g8WLnQFoMkFh4R/HGymKM+QMw9mqCwpyPsZmg8aN4YknoF8/5zo9HyHBJ0Q5cObMGebMmYPdbsfshS4mV/hVrlyZoUOHXnQC+8cff0yVKlXo0aMH3bSP+FU5SZjqe2vkjHPL7OczkK7U8XY5nmUYziONduyAX3+FzZshN9cZghaLc0ywXj3n7istWkCTJj4VdueT4BMiwBUUFPD+++9TVFTk0Zben7nCLyEhgUGDBhV3s+7Zs4cuXboQHR3NhAkTeHnVTFKn3kR4WNg1b2PmKUVoNKISaxmO6uPjkOLy5G9OiAC3YsUKr4ceONcBqqrK0aNH2b17N+BcP3jvvfdSVFTEsWPHmDRpEnMfnsR9YW1woHu13j/T0DGjMoN+Enp+Tv72hAhg+/fv5+DBg2WyVKEsuFp53377LXl5eYwePZqdO3ditVoJDg7m7Nmz1K1bl3/RnQqEUOQjm0AbGOjA89xEI65teYbwXb7xr0EIUeYKCgpYtmwZhmG4ffZmSaiqit1uZ8mSJcyaNYvQ0FBq1apFfHw8tWvX5vjx40QRwgz6Y0JB84GWXxEaDajIE7jvVHDhOb47Z1gIUSobNmzAZrN5vYvzUkwmE8ePH2fPnj3Ex8df8jHJJDCGLrzCjygYXhvvK0KjImF8wiDMfrCrjLg6afEJEYAcDgfbtm3zqZbe+RRFQdd1Nm3adMXHPUkSj9MODcMrLb8iNKII5huGUYMoj99fuIcEnxABaN++fcX7bvoqk8nE4cOHycvLu+LjxpHMP+iEgXOrME8wMCjEQWXC+IH7qUesR+4rPMN3/1UIIa7bhg0b0DTfmBhyOYqiYBgG27Ztu/LjUHiajrzHbYRgoejcyX3uYkdHw6ALtVnDcBKIcdu9hHdI8AkRYHJycsjIyPDJsb1L2blz5zU97nYas4WH6E4dNIwyb/0ZGBThIAgTU7iFL7ibOCLK9B7CN0jwCRFgTp486ZF9OMuCqqrk5ORgs9mu6fFViGAhg/g/+lKBUHQMrDhK1QJ0oGNDw4FOT+qzmYcYQjOf3TJNlJ7M6hQiwKSlpWG327FYfG/Lrz9TFAWz2czp06epWbPmtT0HhTtoQn8a8T2HmcpGNnICHR0dAwvqFff61DFwoONAJwQzIZgZyY2MoBW1AnXTaXEBCT4hAkxKSsoFrb2srCymT59O1apVsdlsJCUl0axZszK957p160hMTCQuLq7Ez9U0jVOnTl1z8LmYUOlJfXpSn9/JZCn7+YkUfiWNdAoIPhd/rtagcm5NoIZBIyrRgVp0Jp7e1A+Mw2TFNZO/bSECzJkzZy6azVmtWjXuu+8+CgsLmT59Ok2aNCnTMcBOnTpd93N1XSc1NZXWrVtf9zUSiOFx2vP4uQXm2RSyhzPkYaMQB2ZUQjBTlQjqEyvr8co5CT4hAozdbr/sMoaQkBAiIiJ4++23efLJJwGYPXs2/fr1A+CTTz6hUqVKnDp1ivbt23Ps2DFOnz5NkyZN6NSpE9u2bWPPnj2AcxJN7969qV27NosXL6ZVq1bEx8czefJk6tevz6lTp6hVqxY9e/akqKiIRYsW4XA4iIuL4+TJk9x///2As7vTarWW6fcgmhCSqFWm1xSBQya3CBFAXCcgXE5OTg4FBQWXnfiSl5dHv379GDZsGMuWLaN79+6MHDmSrVu3Fj9G13WGDBnCXXfdxbfffnvRNfLz80lOTmbEiBEcOHCAwsJCfv31V+Lj47nvvvuoXr36Rc9xOBzX8WqFuD4SfEIEEEVRLhlqaWlpzJo1iy+//JK+ffteNvgqVaqE2WwmMjKS6OhoIiMjMZlMmM3m4kB1BVeFChUoLCy86BpRUVFERkaiKAqRkZEUFhaSkZFBjRo1AIp//3PdQniKdHUKEWAu1c3pGuNzMQwDh8OBYRikp6df03VdR3empaUBkJ2dTXBw8DU9NyYmhtTUVOrUqUNqaupFX/eHGagicEjwCRFgwsLCrtidCdC2bVtmzJhB1apViYoq2R6UFouFefPmkZubS69eva7pOTfeeCOLFi3i0KFDVKpU6YKJNYZhEB0tywiE58gJ7EIEmC+++IJ9+/a5pRW1bds2cnJy6NKlS4mfq2kaJpOJnTt3cvz4cW655RbAGXy33norTZo0KetyhbgkafEJEWBq1arFgQMHvF3GBXRdZ/bs2cWt0AEDBlzw9etZ/yfE9ZLgEyLAxMXFuW2fzpYtW17X81RVZfjw4Rd93jAMDMMgJkY2ghaeI7M6hQgwcXFxxYHi6zRNo2rVqj59fJIIPPLTJkSACQoKomHDhj5/LBE4z+Rr166dt8sQ5YwEnxABqE2bNqiq6tOtPl3XMZvN1K9f39uliHJGgk+IAFS1alViYmJ8utVnGAatW7f2m3MDReCQ4BMiACmKQseOHX221afrOqqqXvdkGSFKQ4JPiADVuHFjqlev7nOtPlcQd+nShcjISC9XI8ojCT4hApSiKPTt2/eCfTZ9gaZpVK5cmTZt2ni7FFFOSfAJEcCio6Pp1q0bgE90eeq6jslkol+/frKEQXiN/OQJEeBatmxJ3bp10XXdq+HnanX26NGD2NhYr9UhhASfEAFOURRuv/12atas6bXwc4Vep06daNGihcfvL8T5ZJNqIcoJu93OokWLSElJuey5fe7gCr3OnTuTlJTkkXsKcSUSfEKUI5qmsXz5cvbs2YNhGG5dQ+c6DV5VVXr27Enz5s3ddi8hSkKCT4hy6PDhwyxZsoSioiJUVS3z1p+rlVelShX69esnm1ALnyLBJ0Q5VVhYyHfffcfevXuLW2alnWmpaRqKoqCqKsnJybRu3dpjXapCXCsJPiHKudOnT7N582Z+++234lMdrrUV6Hq8a5lCUFAQbdu2pXnz5oSHh3ugeiFKToJPCAFAUVERu3fvZtu2bZw9e7Y4+BwOB0Dxx4ZhoChK8cJ4k8lE9erVadOmDXXr1pX1ecLnSfAJIS6i6zpnz57l1KlTpKWlYbVasdvtKIqCxWIhOjqaatWqERcXR2RkpHRnCr8iwSeEEKJckT4JIYQQ5YoEnxBCiHJFgk8IIUS5IsEnhBCiXJHgE0IIUa5I8AkhhChXJPiEEEKUKxJ8QgghypX/B7isfwZa6aZNAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
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